Optimization
Optimization on AI-ML Companion: Finding the best solutions - how models learn. 7 interactive modules with live visualizations, quizzes, and hands-on Python coding.
Start free: Gradient Descent is fully open to everyone, no account required. The other 6 modules are part of AI-ML Companion Premium; every title and summary is listed below so you can see exactly what the track covers before deciding.
Modules in this track
- Gradient Descent (free) - The core learning algorithm
- Learning Rate (premium) - How fast to learn
- Momentum (premium) - Accelerating gradient descent
- Stochastic GD (premium) - Noisy but fast optimization
- Adam Optimizer (premium) - Adaptive learning rates
- Loss Functions (premium) - Measuring how wrong we are
- Convexity (premium) - When optimization is easy